{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.datasets import load_iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from io import StringIO\n",
    "import pydotplus\n",
    "from IPython.display import Image\n",
    "from sklearn.tree import export_graphviz\n",
    "\n",
    "\n",
    "def treeviz(tree): \n",
    "    dot_data = StringIO()  \n",
    "    export_graphviz(tree, out_file=dot_data,  \n",
    "                    feature_names=['petal (cm)', 'sepal (cm)'],  \n",
    "                    class_names=iris.target_names,  \n",
    "                    filled=True, rounded=True,  \n",
    "                    special_characters=True)  \n",
    "    graph = pydotplus.graph_from_dot_data(dot_data.getvalue())  \n",
    "    return Image(graph.create_png())  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_model_decision(model, proba=False):\n",
    "    plt.figure(figsize=(8, 8))\n",
    "    xx, yy = np.meshgrid(np.linspace(0, 9, 100),\n",
    "                         np.linspace(0, 9, 100))\n",
    "\n",
    "    if proba:\n",
    "        Z = model.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1]\n",
    "    else:\n",
    "        Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "    Z = Z.reshape(xx.shape)\n",
    "    cs = plt.contourf(xx, yy, Z, alpha=0.3)\n",
    "\n",
    "\n",
    "    for i, label in enumerate(iris.target_names):\n",
    "        plt.scatter(X[y == i][:, 0], X[y == i][:, 1], label=label)\n",
    "\n",
    "    plt.xlabel('Petal (cm)')\n",
    "    plt.ylabel('Sepal (cm)')\n",
    "    plt.xlim(0, 9)\n",
    "    plt.ylim(0, 9)\n",
    "    plt.legend(loc='best');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['setosa', 'versicolor', 'virginica'], \n",
       "      dtype='<U10')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris = load_iris()\n",
    "iris.target_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['sepal length (cm)',\n",
       " 'sepal width (cm)',\n",
       " 'petal length (cm)',\n",
       " 'petal width (cm)']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.feature_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "X = iris.data[:, [2, 0]]\n",
    "y = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, test_size=50, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1q+s0Zd4UjbxtpKbMm6K61XWFHhIiLsxXt96VNN7Muiv2GHyyJCakAXRpdavrVPtMrXbt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\nR1gDABBxhDUAABFHWAMAEHH/H2H26CBEWKe4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb8a4c1bf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "for i, label in enumerate(iris.target_names):\n",
    "    plt.scatter(X[y == i][:, 0], X[y == i][:, 1], label=label)\n",
    "\n",
    "plt.xlabel('Petal (cm)')\n",
    "plt.ylabel('Sepal (cm)')\n",
    "plt.xlim(0, 9)\n",
    "plt.ylim(0, 9)\n",
    "plt.legend(loc='best');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PVK1aFW1d2sLNrQN6ufeGsbExAMDQ0BAJCQkICw3DpUt/ISoyCmcjIpCRkZFn\nnyYmJvJf5+xJMDE1lScUAKChkfs5HTKZDObm5jAzM1Mot7S0hKmpKW7dvJnneDlf/jU1NXMlAtY2\nNrh65YrS95qXuo5O+b6WIzNbVmidwpiYmOBFWlqu8pzlZkZGRkWqR0REHzbOfBBRudOlaxfE3bqJ\nvfv3o3vPHoiMjMIXo0ahtp09Tp08CQA4cvgIGtStB28vLzx+9AieI0fiSvRV2NnbqzSWnNmIvEil\nUmRmZub5WlZWFgCgZfMWqOvopHCdDA9H2r9f1JW517xkZssKvVSharVqSE5OzvU+JD15AgCoXr1a\nkeoREdGHjTMfRFTunI2IgKmpKdz7uMO9jzuEENi5YyeGDx2KAH9/HP/1V8yaORMymQzX4+NgYWEh\nb1tQslAcMpkMSUlJePz4scLsx/379/H48WM0ado0z3Z29vY4f+4cEpOTYGhomG//ytxrXpRZVuVQ\nu3ahdQpTr15dXIyKwrmzZ9HS2Vlefub0GQCA478zMMrWIyKiDxtnPoio3BnoMQDdu3WXHzUrkUjg\n7NxSoc6N69ehp6enkBBERUbizu3bAKCyY2pzkpk5gYHyPoUQ8J8xAwDQvXv3PNu5u7sDAJYtXaoQ\ny+VLl2BZtRomTpgAQLl7zcvbsyl5XaowctQoAMDaNWvkMWZmZmLTpk3Q0tLCsBHDi1SPiIg+bJz5\nIKJy59P+/bB40Xdo27oNOnXqhHv/3MOPh48AADxHvvmS6+rmikMHD6FHt27o2rUb4m/GY/fOXahW\nrRru3r2LBfODMNprTIljkclkqFy5MnZs2464GzfQpGlTnAw/iT9PnEBNW1uMn+CTZ7txPuOxe/du\nzJ45CyfDw9G6TRskJCTgcGgYpFIpvLy8lL7XvKhqWVVhWrRsiX79+2Hnjp3IyspCixYtERYWitOn\nTmG6/wz5rJOy9YiI6MPG5IOIyp3ZgYEwNDDEzp07EbxgASpVqgRHJyesXL0aPXv1BACsXrsWlSpV\nwrGjx/DXxb/g3MoZJ0+fQmzsdYwfNw6LFi5En759ShyLTCaDpZUVDvxwAF9PmoQ1q1ajsoEBRoz0\nxPygIOjp6eXZrmLFijh15jRmz5qFn3/6GcFBC1ClShV069Edvr6+sK1VS+l7VSeJRILtO3eiTh1H\nhIWF4ccjP6Je/fpYu24dRoz0LHI9IiL6sEmEqtYmENF7RyKRYNeePejXv5aE/Z0AACAASURBVJ+6\nQ1EbPR1d1LC2xtVr0eoOhYpIS6qBkJAQ9O/fX92hEBHRG/u454OIqACq3sBORET0IWPyQURUACYf\nREREqsM9H0REBRg4aCAsqlZVdxhERETvBSYfREQF2Lp9u7pDICIiem9w2RUREREREZUJJh9EVC45\n1XGEllRD3WEUiZZUQ35Rybm0acv3lIjoPcPkg4hIxXbs2qXwc2ZmJr5buAhNGzeBoX5l2HxUA5/2\n6YPLly7l28fECRPgVMexRHEoO241cwuFL/n/vZ48eVJq4/6XEAI9unVTSDJm+Ptjx65dqMo9N0RE\n7w3u+SAiUjGPAR4KP4/+8kts27IVLu1cMPHrSbh37x52bNuOoz8fxbkL51HHUTHJiI+Lw7YtW2Fe\nwqeCKzPu8+fPkZiYiEaNG6NuXadcfVSsWLFUxn3b6pWr8PNPPyuUuXVwAwDMmjkTDx48KHIcRERU\n/jD5ICIqRdFXr2Lblq0YPGQwNm7eDIlEAgBo1649hg4ejOAFC7BpyxYAwIL5QYiMvIAjh48gPT29\nRMmHsuPejI8HAHw1bhw+H/x5yW62COP+17XoaEyZPLnEYxMRUfnHZVdEpBJDBw+GllQD//zzj0K5\nEAIOdvaw+agGZDIZZDIZtm7egjatWqOauQUqV9JDHYfa+HbKFKSkpOTbf0F7QLSkGgpLlDIzMzE3\ncA5aNGsOAz192NnWgp+vb4H9l5bIyCgAQH+PAfIv4gDQvUd3AMDVq/9/cnpExBk8e/YMrVq3KrNx\n4+NvAgBsbWuWeMyijJsjPT0dgz8fjNZtWqOWnZ1KYiAiovKLyQcRqUR/jwEAgEM/HFQovxgVhZvx\n8Rg8dAg0NDQwwccHIz09cS06Gp27dMY4n/HQ19fHouCFGOXpWeI4srKy0KlDR/jPmAGpVIqJX09C\no0YNsWB+EDq6dcCrV69KPEZRNGnSGDt27UJL55YK5Ql37gAALC2ry8sOHDyIo8eP4+jx42U2bnxc\nHACgpq0t0tLScOfOHWRlZZX6uDlmTJ+OO7dvY8OmTZBK+U8SEdH7jsuuiEglOnbqCENDQxw48D28\nvMfKy/fu3QsAGDJkCAAgZPceAMCqNWvQ36M/AMA/IABW1arjpx9/KnEcG9dvwMnwcHTu0hk/HDoE\nTc03f80tX7oMEydMwMrlK/D15G9KPI6y6jg6yvc4vHjxApEXLuD27TsIXrAARkZG8A8IUOu48Tff\nLLv6fNAg/PH7HwCAChUqoEPHDlgQHAyH2rVLZVwA+P2337F40XfYvnMnqlevnk+PRET0PmHyQUQq\nUaFCBbj37YOtm7cgMTERVapUgRAC+/fug3OrVvIlNbFxNwAA+vr68rYpKSnIyMhQyazE7t27AQB+\n06bJEw8A8PIei+8WLcKhQ4fyTT5iY2IK7b+oX8b/68L5C+jg6goAkEqlWL9xI+o3aFDs/lQxbnxc\nPDQ0NODm1gEbN2+Gnp4ejh87Dp9x49C2dRtE/nURlpaWKh83OTkZw4cOxYCBA3Jt0CciovcXkw8i\nUhkPjwHYvHETQg8egueokTh39izu3LkDXz8/eR1DQ0MkJCQgLDQMly79hajIKJyNiEBGRoZKYshJ\nIDQ1NXMlE9Y2Nrh65Uq+bes65j7t6W2Z2bJix+bSzgWvMzNw6+ZNTJwwAZ7Dh0NDQwOfff5Zsfss\n6bgh+/ZCKpXC2NhYXt9jgAekUikGDRiAoPnzsXzFCpWOO+izQRg7ZgwkEgmWLl+uqtskIqJ3ABfY\nEpHKuLRzgZmZGQ4c+B4AsG/fPujo6KBvv0/ldY4cPoIGdevB28sLjx89gufIkbgSfRV29vbFGvP1\n69cKP+fsV2jZvAXqOjopXCfDw5GWlpZvX5nZskKvktLQ0EAtOzv5F/qNGzaUuM+SjGtqaqqQeOTo\n0LEDACDq3w3kqhz3cNhh7N+3H5OnTMHjR48QGxOD2JgYpKenA3iTQF6PjS3RuEREVD5x5oOIVEZT\nUxN9+32K9WvXITk5Gfv37oN7H3cYGBjI68yaORMymQzX4+Ng8Z+jZGUy5b7YZ2dnK2xMfvtLqp29\nPc6fO4fE5CQYGhoWKf7SWHb12cCB+PHIj0h69lQh7sr/vic5X7hVTZlxExMTsS9kL5o1b4YmTZsq\ntM85GczMrIrKx72bkAAAGPfVV3n2UdfRCZUqVcKz1LI/nYyIiEoXZz6ISKU8PDyQlZUFP19f/PPP\nPxgydJjC6zeuX4eenh7MzMzkZVGRkbhz+zaAN0fz5kVXVxcA8NfFi/Ky7OxsLAgKUqjn7u4OAFi2\ndKlCX5cvXYJl1WqYOGFCvrG/PVOS11VU7dq1R1paGsJCwxTK9+4JAQA0btK4yH2qalx9fX1M8/OD\n5whPhRkhIQQWLVwIAHBz66Dycb28x+Y5q2Tv4ADgzQwUEw8ioveTROT3Lz0RffAkEgl27dmDfv37\nKd0mOzsbttY2uHfvHiwtLRF36yY0NP7/fI5P+/TBoYOH0OmTTujatRvib8Zj985d0NHRwd27dxE4\nZw5Ge42Bc4uWuB4bK1/qNM3PD0Hz5qN69erwGjsWurq6CA09hCpVqmBvyF7YOzjg6rVopKeno2Xz\nFvj78mW0d22P1m3aICEhAYdDwyCVSvHnyfBSe55EznNI/rs8KzExEY0afIzk5GQM/GwQrGtY4+rV\nK/h+//cwNTVF5F8XUbVq1Tz7yrmnt5kaGaOWnR0izp3NNxZlx920YSO8xoxBDWtr9P20LzQ1NfHH\n73/gzOnTaOvigqPHj8k37qty3Lw41XFU+MwLKy+MllQDISEh6N+/f5HaERFRqdkHQUSUDwBi1549\nIjNbVqRrwqSJAoCY6ueb67X7jx6KQZ8NEqampsLMzEz0du8tYq7HikNhYcLaxkYYGRmJ6Jhrwt7B\nQQCQt3vx+pXwneYnrG1shI6OjmjcpImYNXu2SM/KFACEvYODvG7KizTxzZTJol79+kJbW1tYWVmJ\nIcOGipjrsUW+l6JcABRizrnibt0Un33+mTAzMxMVKlQQtezshOeokeL23YQC+/rvPSn7WnHGPR1x\nRvTs1VPUsLYWenp6onGTJmJBcLB4mf66VMd9+3r7My+sXJnPIyQkRN1/jIiI6P/2cuaDiPJVnJmP\nD1leMx+l4dWrV2jRrDku/X25VMcpL+Ny5oOI6L2xj3s+iIjeMceOHoONjfUHMy4REb0/eNoVEZGK\nxcbElOhhhIXxGTcOu0P2lFr/5WXcO3fu4PWrV6V2IhgREZU9Jh9ERCpW19GpVJde3Uq4U2p9l6dx\nh3w+GKdPnSrTMYmIqHQx+SAiUpHS3uvxoTkR/qe6QyAiIhXjng8iIiIiIioTTD6IqFxxquMoPzWK\nVKs031t+bkREpAwmH0REREREVCa454OI6ANx7sJ58NFORESkTkw+iIg+EJUqVVJ3CERE9IHjsisi\nKlMZGRkI8PdHk0aNYahfGc2aNEWAvz8yMjLyrC+TybB18xa0adUa1cwtULmSHuo41Ma3U6YgJSVF\nXi87Oxvr1qxFy+YtUMXYBMYGhmjauAk2rFsv/99+Zeqo2tDBg6El1cA///yjUC6EgIOdPWw+qgGZ\n7M0pWZmZmZgbOActmjWHgZ4+7Gxrwc/XV+E+c/ZWZGRkwGvMGBgbGCI+Lk6pe8trX4Yyn0dqaiom\n+Pigft168jpzZgciMzOzwHtXpl1+90NERO8nJh9EVGaysrLg1t4Vc2YHwtzcDN9Mngx7ezvMDZyD\nzp0+QXZ2dq42E3x8MNLTE9eio9G5S2eM8xkPfX19LApeiFGenvJ60/z8MNbLC6mpqRgybCiGjRiO\n58+fY8zo0Vi9cpXSdVStv8cAAMChHw4qlF+MisLN+HgMHjoEGhoayMrKQqcOHeE/YwakUikmfj0J\njRo1xIL5Qejo1gGvXr1SaP/1pEkIPXgILu1cUElPr1j3pszn8fLlS7Ro1hwrli1HrVq2mPj1JOjq\n6iLA3x+9evTIN2kraru374eIiN5TgogoHwDErj17RGa2TCXXipUrBQAx9itvkSHLkpdPmzFdABDH\nf/1V2Ds4CADy14yNjQUAsXP3bnnZy/TXwsTEROjo6MjLTE1NhYGBgUh9+UJedivhjjA3Nxe93Xsr\nXUfV14vXr4ShoaFwaeeiUD7pm68FAHEtNkbhvencpbN4lZEur/fd4sUCgJg3f77IzJbJ358mTZuK\nlBdpRbr/t99bZT6P2YGBAoCY9M3X8tdfZ2aInr16CgBi/4EDefZd1HZv348qLgAiJCRE3X+MiIjo\n//Zy5oOIyszu3bsBAL5+fpBIJPLy0WPGYOmyZTAzq5KrTWzcDSQmJ6Hvp33lZSkpKcjIyFCYDdDV\n1cXz589xOOywfBmTpaUl7j24j33ff690nbzExsQUeuWnQoUKcO/bB+F/hiMxMRHAmyVX+/fug3Or\nVqhlZ6fw3vhNmwZNzf9vx/PyHgtLS0scOnRIod8FwQugo6NTpPt/mzKfR86430yeLH9dQ0MDk77+\nGgAQGqoYV46itnv7foiI6P3EDedElC9tbW2kp6errL/rsbEwMzODmZmZQrm5uTm8vMfm2cbQ0BAJ\nCQkICw3DpUt/ISoyCmcjInLtEVmxahWGDx2KgR4eqFq1Ktq6tIWbWwf0cu8NY2Njpevkpa6jU6H3\nVtDTzT08BmDzxk0IPXgInqNG4tzZs7hz5w58/fzkdXISGE1NzVzJjLWNDa5euaJQ5uikGFNx7k2Z\nzyM+Lg4WFhYwMTFRqFPH0fHf1+Pz7Luo7d6+n5LKSUyZ0BARlS+c+SCifBkbGyPpyROV9ZeRkQEN\njaI9iO7I4SNoULcevL288PjRI3iOHIkr0VdhZ2+vUK9L1y6Iu3UTe/fvR/eePRAZGYUvRo1CbTt7\nnDp5Uuk6ecnMlhV6FcSlnQvMzMxw4MCbGYh9+/ZBR0cHfft9Kq+TlZUFAGjZvAXqOjopXCfDw5GW\nlqbQ59tf6otzb8X5PHJIpW/++Shs07my7d6+n5JKSkoqlX6JiKhkmHwQUb7q1KmDK1evFF5RSXb2\n9njw4AGSk5MVypOSkjB08GAcDjucq82smTMhk8kQG3cD23bswGeffwabmjXlS4tynI2IwKOHD+He\nxx2rVq9GdMw1bN66FU+fPkWAv7/SdfJSkmVXwJvZjL79PsVvv/6G5ORk7N+7D+593GFgYKDw3gBA\nYnJSnsnNy/TXBY5RnHtT5vOwrVULDx8+zFUn+upVAICDg2ISmKO47VTl6pU349SuXbtUxyEioqJh\n8kFE+WrZsiX++O13lfXXq1cvAMDcOXMUTjvatGEjdu3cledzKG5cvw49PT2FpUFRkZG4c/s2AMj7\nGegxAN27dZf/LJFI4OzcUqEvZerk5e2ZiLyuwnh4eCArKwt+vr74559/MGToMIXX3d3dAQDLli5V\neG8uX7oEy6rVMHHChAL7L869KfN59OjRAwAQvGCB/HWZTCb/uVv3Hnn2Xdx2qvL777/B3t6+wOV0\nRESkBurb7E5E5V1ERIQAICLOnVXJ6UMpL9KEo5OTACA6fdJJBMycKT4f/LmQSqWi0yedRHpWZq5T\nk3r17iWvv2TpUvHV+HHC1NRUWFlZCQAicM4c8eRpspgwaaIAIFq0bClm+PuLESM9hYWFhQAgtu/c\nKTKzZUrVKa0rPStTWFpaCgDC0tJSvM7MUHg97dVLUa9+fQFAtHdtL6b7zxBDhw8TJiYmokqVKvJT\nsd5+f3IuZe7t7bbKfB7P01KFnb29ACB69e4lZvj7i9Zt2ggAomOnjvJTst7uu7jtVPVe29raikmT\nJqn7jxARESnay+SDiArk5OQkhgwbqrIvhs9SU8SESROFU926QkdHR9jZ24upfr7iacrzPL+M3n/0\nUAz6bJAwNTUVZmZmord7bxFzPVYcCgsT1jY2wsjISETHXBNpr16KmbNmCXsHB6GjoyNMTU1FWxcX\n8f0PPyh8wS+sTmleOQnCVD/ffJOzb6ZMFvXq1xfa2trCyspKDBk2VMRcj5XXye/LujL3llfbwj6P\nzGyZSH7+TIz9ylvUrlNH6Orqio8bNhSzZs8WL9NfF9h3cduV9Ao9fFgAEFeuXFH3Hx8iIlK0VyJE\nKT3Wl4jeCzt27MCwYcNw9vw5NPj4Y3WHQ1SgrKwsNGnUGDVtbBAaGqrucIiISNE+Jh9EVCAhBFxc\nXCDLzsYff55QeB4EUXmzcvkKTP7mG/z999+wty/dTe1ERFRk+7jhnIgKJJFIsHjxYkScOYOVy1eo\nOxyifMXGxCDA3x8TJ05k4kFEVE5x5oOIlDJv3jxMnz4d3//wA7p176bucIgUJCcno3VLZxgYGODE\niRPQ1dVVd0hERJQbl10RkfKGDx+OAwcO4OdjR9G0WTN1h0MEAEhJSUHP7j3wz717OHv2bK4nthMR\nUbnBZVdEpLy1a9eidevW6ODqhu/3f6/ucIhw+/ZttG3dBjfj43H48GEmHkRE5RyTDyJSWoUKFRAa\nGgpPT08M9PBAgL8/Xr8u+MnbRKXlpx9/QqsWLaGlqYmzZ8/Cyanwhz0SEZF6MfkgoiLR0NDAsmXL\nsGrVKixdvAQN6tbDwR8Oqjss+oDE3biB3j17omf37nBzc0N4eDisrKzUHRYRESmByQcRFcvo0aMR\nGxsLZ2dn9P/0UzRt3ARrVq3GvXv31B0avYdevnyJsNAwDOjfH/Xr1kPCnQT8/vvv2LVrF/T09NQd\nHhERKYkbzomoxC5cuIBly5bhwIEDePHiBaysrGBbyxbGxsaQSsvv/3FkZWVBU1NT3WGoVWZmJrS0\ntNQdRr5SUlJw794/uHH9OmQyGZydnTF69Gh4eHh88J8dEdE7iKddEZHqvH79GidPnkRUVBRu3bqF\np0+fIjs7W91h5SkxMRGnT59Gx44dP9hjWR89eoSIiAh06tQJOjo66g4nT/r6+jA3N0eDBg3Qrl07\nmJubqzskIiIqPiYfRPThkclkaNSoESwsLHD06FF1h6M2r169gpOTE5ydnbFjxw51h0NERO8/HrVL\nRB+elStXIiYmBsuWLVN3KGqlo6ODxYsXY+fOnfj999/VHQ4REX0AOPNBRB+UpKQkODg4YNSoUZg3\nb566wykXunfvjtu3b+PixYvlev8HERG98zjzQUQflilTpkBbWxt+fn7qDqXcWLp0KeLj47Fy5Up1\nh0JERO85Jh9E9MGIjIzE5s2bERwczONZ/8PW1hZff/01ZsyYgfv376s7HCIieo9x2RURfRCEEHB2\ndoaGhgbCw8MhkUjUHVK5krP5vHXr1ti2bZu6wyEiovcTl10R0Ydhy5YtOH/+PFauXMnEIw86OjpY\ntGgRduzYgT/++EPpdhKJpNCrKGrXrs3Ph4joPcYnNBHRey8lJQV+fn4YPXo0GjRooO5wyi13d3d0\n6dIF3t7eRdp8bmRkhC+++KKUoyMiovcBl10R0XtvwoQJ2LZtG65fvw4TExN1h1OuxcXFoV69eggK\nCsK4ceMKrS+RSODg4ICYmBiVjF+7dm3ExsaC/zQREb2XuOyKiN5v0dHRWLlyJebNm8fEQwm1atXC\nxIkTMX36dDx48EDd4RAR0XuGyQcRvdcmTpyIunXrwtPTU92hvDOmTZsGY2NjTJ06VWV9ymQybN68\nGc7OzjAzM4Ouri7s7e0xefJkpKSk5NsuOzsba9asQbNmzWBkZITKlSujUaNGWLduncLsSGZmJgID\nA9G0aVNUqlQJNWvWxNSpUwvsm4iIyh6TDyJ6b+3fvx/Hjh3D0qVLoaGhoe5w3hk6OjpYuHAhtm3b\nhhMnTqikz/Hjx2PEiBGIjo5Gly5d4OPjA319fQQHB2PEiBH5tvP19cWYMWOQmpqKYcOGYcSIEXj+\n/Dm+/PJL+XNJsrKy4ObmhunTp0MqleLrr79Go0aNMH/+fLi6uuLVq1cquQciIio57vkgovfSq1ev\n4OjoiLZt22Lr1q3qDued1LVrV9y9excXL16Epmbe55NIJBJYW1vjp59+yvN1W1tbaGlpwcTEBMnJ\nydizZw88PDwAvJmtqFq1Kl6+fImXL18CyL3no0qVKsjMzMTDhw+hra0NALh37x6aNGkCZ2dnHDhw\nAKtXr4aXlxe6dOmC0NBQeaxLly6Fj48PgoKCMHnyZJW+N0REVCz7mHwQ0XvJ398fixcvRkxMDKpV\nq6bucN5JN27cQL169bBw4UJ4e3vnWaewY3Fv3boFa2trPHv2DACgr68vn4VKSkqCjY0NUlNT5cnG\n28lHjRo1kJCQgL1796JPnz55zmC1adMGJ0+exOnTp9GyZUt5uUwmg7W1NaysrHD69OmivwFERKRq\n3HBORO+fhIQELFy4EP7+/kw8SsDOzg4TJkyAn59fgZvPHRwcIITI87K2tgYAGBoaIiUlBTt37sTE\niRPh4uKCatWqITU1tcAYVq9eDRMTE/Tv3x9WVlYYOHAgNm7ciOTkZHmdnJO2NDU1ERMTI79u3LgB\nGxsblZ3ERUREJceZDyKSCwwMxPTp05Wq+8MPP6B3796lHFHxuLu74+rVq/j7779RsWJFdYfzTnv5\n8iUcHR3h6uqKTZs25Xpd2aN2Dx8+jIEDByI7Oxu9e/dGly5d4OzsjC5duuD69ev5znwAQFpaGo4d\nO4Zjx47ht99+w40bN2BkZITQ0FC0bt0aRkZG8pmVvGhpaSEjI6OY7wAREanQPj5kkIjknJ2dMWXK\nFIWyoKCgPB8iZ2dnV5ahKe2XX37BwYMH8dNPPzHxUAFdXV0EBwfDw8MDw4YNQ9u2bYvVT0BAAGQy\nGW7evAkLCwt5uUwmK7BdREQETE1N0adPH/Tp0wdCCOzYsQNDhgzBjBkz8Ntvv8He3h7nzp3D06dP\nYWhoWKz4iIiobHDmg4gKpOqHyJWmzMxM1K9fH3Xq1MGBAwfUHc57pUuXLnj06BHOnz+vsO9C2d8f\nlStXhra2Nh4+fAip9M2K38jISDRv3hwymQzZ2dmQSCS5Zj4++ugjaGtrIzY2Vr6/JD4+HrVq1UL7\n9u3x22+/ISgoCN9++y38/f3h7+8vr3fp0iV88sknGDBgAJYsWVIabwsRERUN93wQ0ftj6dKluHPn\nDhYtWqTuUN47y5YtQ3R0NNauXVus9m5ubkhMTETXrl2xfPly+Pj4oHPnzvI9OfPnz8fz589ztevf\nvz9u3LiBVq1aYebMmRg1ahRat24NABg1ahQAwMfHB/Xr18fMmTPRoUMHBAQEYMSIEXBzc0N2djbG\njh1bzLsmIiJVY/JBRMVWu3ZtSCQSZGRkYPTo0ahcuTLi4uLk5XnJ+d/tHKp6ONyjR48QGBiIyZMn\nw8bGpkT3RbnZ2dlh/PjxmDZtGhITE4vcft26dfjss88QGRmJwMBAJCQk4MyZM1i9ejVsbGwQHByM\nR48e5Wo3Z84czJ49G8nJyQgKCsLBgwfh4OCAgwcPYuDAgQCAihUrIiIiAlOmTMGTJ08QFBSEX375\nBT169MDp06fL7RJBIqIPEZddEVGBClpWk7NEZuzYsdi/fz+aNWuGdevWoV27drk2DefVX1ZWFlxd\nXREeHo5mzZqhc+fOuHr1Kr7//ns0btwY4eHh0NHRUSrOIUOG4I8//sC1a9dQqVKlEt835Zaz+bxD\nhw7YsGGDusMhIqJ3DzecE1HJnTt3Drdu3VI6Ucixfv16hIeH5/twuOXLlyv1cLgzZ85gx44d2L9/\nPxOPUqSrq4ugoCAMGjQInp6eCs/UICIiUgaXXRFRiS1cuLDIiQcA7Nq1CwAwffp0hSdoe3t7w9LS\nEgcPHiy0j+zsbIwfPx6urq7o06dPkWOgovHw8EC7du3g7e1d6ElVREREb+PMBxGVmJOTU7Havf1w\nuP+ysbHBlStXCu1j/fr1uHjxIqKioooVAxXd8uXL8fHHH2P9+vUYPXq0usMhIqJ3CJMPIioxExMT\npeq9fv1a4eesrCwAQLNmzfKsr6WlVWB/T58+xbRp0zBu3DjUq1dPqRio5BwdHTF+/Hj4+vqib9++\nqFKlirpDIiKidwSXXRFRqcnOzlb4OTY2VuFne3t7AG+SCCFErquwp1JPmzYNUqlU6aeyk+rMmDED\nurq68PPzU3coRET0DmHyQUQqp6urCwC4ePGivCw7Oxvz589XqJezR2PJkiUKJ2NdunQJFhYW8PHx\nyXeMK1euYN26dQgKCuJTrdVAX18fwcHB2LhxIyIiItQdDhERvSN41C4RFUiZo3bf/mvE19cX8+bN\nQ/Xq1eHt7Q1dXV0cOnQIVapUQUhIiLy/9PR0NGvWDJcvX4arqyvatGmDhIQEhIaGQiqV4tSpU/k+\no6Fdu3Z48eIFzp49K39iNpU9V1dXpKSk4OzZswpPPiciIsoDn3BORKoXEBCAadOmoUKFCpg1axa2\nb98OV1dX+elWOYr7cLhdu3YhPDwcK1euZOKhZitWrMDly5exceNGdYdCRETvAM58ENE7JS0tDbVr\n10aXLl2wfv16dYdDACZNmoQtW7YgNjYWpqam6g6HiIjKL858ENG7JTAwEC9fvsTcuXPVHQr9KyAg\nANra2pg2bZq6QyEionKOyQcRvTPi4uKwZMkSzJw5k8e7liP6+vpYsGAB1q9fj7Nnz6o7HCIiKse4\n7IqI3hndunXDnTt3cPHixUKfAUJlr3379khNTcW5c+fke3GysrKwefNmtGrVCo6OjmqOkIiI1IzL\nrojo3RAWFoYff/wRy5cvZ+JRTuVsPt+0aRMA4MSJE6hbty6++OILLF++XM3RERFRecCZDyIq9zIy\nMlCvXj00bNgQe/bsUXc4VIAJEyZgy5YtaN++PQ4ePAgNDQ1kZWWhfv36uHTpkrrDIyIi9dqnqe4I\niIgKExwcjHv37uHYsWPqDoUKkJWVBQsLC6SlpSEsLAxCCGRlZQEAoqOjkZ6ejooVK6o5SiIiUicu\nuyKicu3evXuYN28e/Pz8UKNGDXWHQ/nIWWLl6+uLrKwsedKRIysrw7u/pgAAIABJREFUC5cvX1ZT\ndEREVF4w+SCicm3SpEmwsLDAxIkT1R0K5WP8+PFo164d4uLikJ2dnWcdTU1NXLhwoYwjIyKi8obL\nroio3Dp58iT27duH0NBQaGtrqzscyoe5uTkkEkm+iUcOJh9ERMQN50RULslkMjRq1AgWFhY4evSo\nusOhQoSEhGDIkCGQyWSQyWR51nFwcEBMTEwZR0ZEROUIj9olovJp5cqViImJwbJly9QdCinBw8MD\nJ06cgJGRUb5HId+4cQMvXrwo48iIiKg8YfJBROVOUlISZs2ahYkTJ8LBwUHd4ZCSWrRogb/++gt1\n6tSBpmbuVb3Z2dn466+/1BAZERGVF0w+iEhtnj17Bg8PD/z6668K5d9++y20tLQwdepUNUVGxVW9\nenWcPn0a3bp1kz/lPIeWlhbOnz+vpsiIiKg8YPJBRGpz6tQp7N27Fx06dECfPn1w584dREVFYdOm\nTfjuu+9QuXJldYdIxVCpUiX88MMPmDZtGiQSCSQSCYA3Mx9MPoiIPmzccE5EajNr1izMmTMHGRkZ\n0NLSgkQiQY0aNWBmZobw8HD5l1Z6d729Ed3a2hq3bt1Sd1hE/2PvrsOizPYAjn9nKFFAurHBwu5E\nRddaW7GvvSpr665rsq5rt5i71pprrAXm2mKLrbSiKEqLoFLD3D9GRmfpNs7neea58s6J3ztXl/fM\niZ8gCIVDbDgXBKHw3LhxQ5mMLjExkYSEBB4/foyPjw/btm0r5OiEvNCzZ0/OnTuHvr4+EomEp0+f\nEh0dXdhhCYIgCIVEzHwIglBoTE1NCQsLS3VdKpWSnJxM06ZNWbNmDZUrVy6E6L5ccXFxeHh44Onp\nyZMnT3j9+nWmOTjy27t377h48SJv3rzBwcEBU1PTQo1HUJBKpejr61OmTBlq1qxJ48aNRU4dQRDy\n014x+BAEoVCEhIRgbm6eYRk1NTWkUikBAQHY2NgUUGRfrhs3buDq6sr+/ft5+/Yt1jY2lCtXFgND\nw1SbvwtDUlIS3l7elClbhqJFixZ2OAKKfThRkZH4+wfwPCiIYsWK0bVrV8aMGUPt2rULOzxBEL4+\ne0WGc0EQCsWtW7cyLSOTyXB2dsbKyqoAIvpyBQcHM3nyZHbs2EH1GtWZt3AB33doj5W1dWGHJnxB\nXjx/jrvbETZv3EjdunXp27cvCxYswNLSsrBDEwThK1L4X4UJgvBNunnzJpqammm+J5FIkEqlrFy5\nkpUrV34W39p/rtatW0f58uW5dPkyu/ft4erN6wwfOVwMPIRss7K2ZvjI4Vy9eZ3d+/Zw6fJlypcv\nz7p16wo7NEEQviLiN7ogCIXi083mn1JXV0dbW5vDhw8zevToQojsyyCTyRgzZgzOzs6MGT+WOw/u\n0qlL58IOS/hKdOrSmTsP7jJm/FjF37ExY5DJZIUdliAIXwGx50MQhEJhbm5OSEiIyjUNDQ3Mzc05\nfvw4lSpVKqTIPn8JCQl06dKFc+fOsXHLJrp271bYIQlfsf37/mHIwME0a9aMAwcOpDtjKQiCkAXi\nqF1BEApeeHh4qoGHuro61apV4+bNm2LgkYnhw4fj4eHByTOnxMBDyHddu3fj5JlTeHh4MHz48MIO\nRxCEL5wYfAiCUOBu3ryp8rNUKqVLly5cuHBBHMGaiXnz5rFt2zb+2r6VOnXrFHY42ValYmW0pBpZ\nKpuQkED92nU54uaez1EpeHt5U9qmFOHh4QXS35ekTt067Ny9i+3btzN//vzCDkcQhC+YGHwIglDg\nPD09VZZuzJgxg927d6OtrV2IUX3+PD09mT59OouWLKbd9+0LLY7uXboxdlT+78f57ddZaGlpFdi9\nVqhYAceWjvw4wpm8WJGckJCQrfJyuZyO7TtkaXCmJdXI9JXC2swy3TLZGWi1av0dCxcvYtq0aXh6\nembr3gRBEFKIPR+CIBS4Ll26cPDgQbS0tNi+fTvdu3cv7JA+e3K5HAcHB2TJMs5cOIdEIim0WLSk\nGtiVt+O+18Ns161SsTK+Pr7EJydmWO5xwGMql6/I33t3F+hG+kcPH1GjSjWOnjiGY6uWOWoj5NUr\nNvyxgfXr1vMsOCjL9dauWsO4MWMBMv18hg4aku57B/7Zj4mpCd7+vkRHR2NqYEzNWjWpbG+fquyy\nlcvR1dXNcowArZo7kpiQyKVLlwr176EgCF8kkWRQEODzzAj9NTt69ChJSUk0adIEAwODwg4HAF1d\nXczMzKhWrRrNmjXDzMyssENSsX37dgYOHMiVG9eoVr1aocZSEIMP5+EjOPDPAZ4GBxX4Buf6teui\nq6vLv2dPZ6vezRs3WbNqNXv+3o2Ojg7/GzSAhYsXZamu1yMv6teuS1xcHJD54CM9+/bspX+ffpy9\neJ76Depz+9Zt6teuy6a/NtO3f78ctflfd+/cpUGdemzZsoV+/fKmTUEQvhli8CF8227cuIHrypXs\n/+cf3r5/j5VhMUoZaKGvJUF8oZd/QmMT0CuiThH1z2fl59tEeBWbhH9IDDK5nAb16jLCeRS9evVC\nXb3w87Ha29tTq04t/ty0Mdt1K5eviL+fP1Gx0fzy088cO3qcpKQkHJo5sGjJIkw+2WeTmJjI4gWL\ncDt8GK9HXpiamdKjpxM//zIZPT29VEuCUh6SZTIZ27duZ9OGDQT4BxAbG4uVtRUdO3diyrSp6Onp\nAVkbfMTExGBpYk6vPr1S3W9CQgLz5szliJs7/n7+2JW3o237dkyZNhVNTU1l+xFvopg4bjyn/j1N\ncnIy7b9vx7KVK7hx/QYuM2Zy785dNLW0aP99OxYtXaLy7f/CeQuYMW06t+7dobJ95Qw/28TERA7u\nP8Bq11VcuXyFWrVrMXzkSHr07JHlLO7x8fE0adAIYxMTngYG4u/nn6PBR8irV1S3r4bz6B+Z4TIT\ngH/27qNPz96c87hAg4YNst1meoYNHsKtm7e4f/9+nrUpCMI3QWQ4F75NwcHBTP75J3bs3IW9lR7T\nHS1oVd4ACz1xhOS37n1iMh6Po/nn3mMGDxzIgvlzcV21hmbNmhVaTNeuXePhw4ds2LIpR/VT8jN0\n7dQFNTU1+vTrw6WLHuzasROPix7cuncbPT09kpKSaNPyOzwuelCnbh3GT5rAo4ePWDR/Iaf/PcWZ\nC+c4dvI4bb9rg5W1NRs2bVD2MWHceNatXkvx4sXp0KkjllaW/HviJEsXLeHJ4yf8vXd3luM9/e8p\nEhISaNCwkcr1pKQkWjV35OqVq7Rq/R2du3TBy8uLeb/P5eL5C5w8c0pZtlP7DlSvWYNJP03ij/Xr\n+XP9nzy4/4BHDx8xbMQPdOnShTWrV7N542Z0dHVZvHSJsm79Dw/px44czXDwMX/OPNatXUdUZCRO\nvZxYvGwptevUzvJ9pnCZMZOngU856HaI1i2/y3b9FM4jnLGwtOCXqVOU1wL8AwAoW7YMsbGxREZE\nYGlllesB9QhnZxrWrc/169epW7durtoSBOHbIgYfwjdn3bp1/DRxAkZF1fizpx1tKxoWdkjCZ0Rb\nQ0qr8ga0Km/Ak4g4Zp0Monnz5vTu1ZM//tyAjo5Ogcfk7u5OqdKlqFmrZo7qy2SKJYQVKlZg2Yrl\nSCQSkpOTGTHsB/7a/BdrXFfzy7QpbPxzIx4XPWjdtg37Dx1QPqCuWuHKxPETWOO6mok/TwKgWLGi\ntGjpqOxjzy7F4GL1ujX06OkEwMxfXShpacPxo8eyFe/pU4pBRK3atVSub/xzI1evXMV59I8sXb5M\nud/A1s6WOb/9zsXzF5Rlu/fowchRzgA4NG9GjSrVuHL5CofcD9OmXVsAGjdtQp0atfC4cFGln5TP\n+dSpU0ya/FO6cbrMmImGhgZLVyxn0JBBaGhk7RSvT507c5blS5axdcc2LK2ssl0/xcnjJ3A/7Ibb\nUXeVOB4/Vgw++vXpx/mz5wDQ1NTEsVVLFixaSPkK5XPUX63atShZqiRubm5i8CEIQrZ8PmseBCGf\nfZoRemgdI86OrCwGHkKGShsVYUtvW7b1q8C/Rw7RuGEDgoKyvoE4r1y5cgWHZg45rp8y8zFt+jTl\nA7tUKsVl1q8AuLu5AbB71y4Apk6fpvLN+MhRzlhZW3P40KF0+/Dy9yEkMkwl78ibN29ISEjg/fv3\n2Yo3MPApAObmqvtulPFNm6qy0XnEyBEsX7lCZfmYU++eyj9XqFgBACMjI1q3baO8njKr8fbtW5V+\ndHR00NXVJfDJkwzjPHvxPJ26dGbc6DGUK1WWOb/9zquXL7N8n5GRkQwaMIievXvh1Ktn5hXSkZSU\nxOSffqZFS0datVadOQnwD0BNTQ1HR0f8AwN4GR7Cxi2buHHtOs0aN+XF8+c57rdZ82ZcvXo1x/UF\nQfg2iZkP4ZuQkJBAl84dOXvmDOudbGlfyaiwQxK+IC1sDXAfWpSBu/yoV6cW/54+S+XKGe8FyEte\nXl4qD83ZJZPJMDUzU3k4B7CytsbY2JgnjxUP2T7ePoAi4WPKn1OULl2Khw/S32Cur69P0LNnuB92\n4+7du9z2vMW1q9eyfdwsoHyANzBU/XLA18cXE1PTVPdhamamnOVIYWT08d+4VKr4ns3I2Ehl0KKm\nppZuDIZGhrwMzngg0bBRQxo2asiL589Zv249a1atZu7vc+jWozvOo36kXv166Z4GJZfLGTXyRyQS\nCctdV2TYT2b+3rmLRw8fsXL1qlT97dq7G6lUiuEnn6VTr55IpVL69urDwvkLWLHKNUf9Vq5sz6mT\npzIvKAiC8Akx8yF8E4b/MIyL586yb0AFMfAQcsRGX4uDgytio51I+7ZtCA0NLbC+IyIiMDE1yXH9\nlJmPtEikUhITFZubk5KSAGhUrwFVK9mrvDwuehAbG5tuO0fdj1DdvhqjnUcRGhLK4KFDuPfoAbZ2\nttmON2Wjdnx8vMr1hISEDAcMeSk+PiHLG8atrK357ffZBDx7wpr16/Dx9sahURPq105/OdIRN3f+\n2buPnyf/TGhIKD7ePvh4+yjv2cfbB18f3yz1v3b1GuzK29G4SeNU7xkbG6sMPFKkHCN8y/NWlvpI\ni7GJsUjIKAhCtonBh/DVU2SE3s6qrmWoblXw6/XzQlPXO1i5XCmwekLadLXU2NzLFrW417Rv24Z3\n794VSL/x8fG5Om42WSYjNCSEsP8MmF4GBxMWGqocIKT8b0hkGPHJialesfHp3+/sWb8hk8nw9vfh\nr+1b6dOvL6XLlM5w4JMeC0tLACIjIlWu29rZ8urlSyIjVa9HREQwsP+APMuELpfLiQgPx9LKMlv1\nihQpwoBBA7h68zpnLpyjbLly6ZYNeqZYvjd29BiVQd7TD0vOqlayz3DwkuKW5y1u3rjJoMGDU816\nhIWFsXbVGm7euJmqXsybNwCpZpGyQ0tLK9UAURAEITNi8CF81RQZoafh0roELe0+j3wSXyNZspwV\n55/z3dp72M25Toc/H7DTM5SsHOSdm7qFQV9bnc29yuHn/YjZs2cXdjhZkjIAmPP7HGXmbrlczq8z\nXQBo//33AHTu0gUA1xUrVTJ837t7DxsLayaOn6C89t88OH6+fujo6Kg8zN7yvKV8mM7Oqe5Vq1YF\nIMDfX+V6x06dAJg3Z65Ke5s3bGLXjp0UK1Ysy31k5HlQEImJiVStlrN8KhKJhEaNG7Fz9650y4wc\n5ZzmAM+uvB2gOMI4MuZ1pn3t/vtvADp37ZLqPV1dXWZMm86wwUNUZq3kcjlLFitO93J0dExVTxAE\nIT+JPR/CV0sulzN+7BhqldBncD2Lwg4nV44Pr4qc7D+N57Redo3Y48tRr0galNJjUD1zzvi95qfD\nAQS9jmOyY4l8q1tYyhlr81MzS35bsphBgwZhZ2dX2CFlSCaToaenx46t2/H386d2ndpcuujBhfMX\nKFO2DGPGK7Jqjx43hr937eL3WbPxuOhB4yaNP+zjcEcqlTLSWbGvQl1dnaBnQaxbs44RziMAaO7Y\ngsMHD9GxfQfatWtHwOMA/t6xCwtLS54HBbFo/kKGfyibmbbt2zHL5VeuXrmqcqLWmPFj+XvXLlYu\nW4HXIy8aNmyIv78/u3bspFXr72iai035n7p29Zoijg+nYqXnwrnzmbaVVzGZGhhTzrYcl6+rbvA+\nefwEFpaWlC5TOlWdIkWKsHDJYkaNdKZOjVp07d4NdXV1zp89x5XLV2jq0DTL/58IgiDkFTHzIXy1\nduzYweUrV5nT1uaLTxhYVFNKMc3sr3XPab3suP08lqNekbSuYMiegZWZ0rIEh4faU9GsKOsvvyT8\nbfrJ0nJTt7D1r2NGGeOiTJowvrBDyZRMJsPcwhyPq5eRSqWsX7OOZ8+eMXjoYC5fv6o8PlhLS4uL\nVy4xafJPRISHs3jBIk6fOkP7Du05f+ki5WwVy4h+mTaF4vr6/DpjprKPNevX0rtvH2573mLunLkE\nPQviwmUPVq1ZRanSpVi6eAmhIVnbJ1O9RnXKlC3D2bNnVa5ra2vjcfUy4yaOJ/jFCxbOX8D1a9f4\necpk/v6wsTovnDt7lmLFivFdm9YZlmvVomWmr7wSHR1NTEyMyrXnQUE8eviIJk2bpLuxffDQwZy/\ndJHK9vbs3b2HVStcSUhIYMGihRw9efyzSKApCMK3RWQ4F75alStWwF47imWdyxZ2KOmSy+Gfu2Hs\nvBXKo1dvsSquRQs7fX5uUYJSv12lrLE2F0ZXp6nrHQLC3/NiliL5WcrPT2fWZ/qxJxy6HwFAkzLF\n+b1dKUx1NVXKpdTLD2P3+7Pvbhj7BlWmQSk95fVtN0L4xf0xv7QswegmaecvyE3dz8EZvyj6b/fm\nwYMH+Xr6lUQiYcffO+nu1CNH9fW0dShZqiT3vdI/repzs+GPDYwa6Yx/YADWNjYF1m98fDwlLW0Y\nMHggCxYtLLB+v0T79uylb68+2VpSJwjCN2+vmPkQvkrXrl3jkbcPg+qaF3YoGZp57AljD/gTEpNA\n39pmtLDT54R3FP22e2Wp/s9uj4lPSmayow12JtoceRTBT4cf53PUqvzD36MmlVCnhK7K9fofBhOP\nI9LP8ZCbup+D5uUMKGWsw+bNmws7lAzlZNN3Yes/oD82JUqwdcvWAu3X7dBhEhISGDd+XIH2KwiC\n8K0Qgw/hq+Tu7k4JYx2qWubNBtT84BkUw6Zrr6hprcvJkVWZ8V1JprUqyYkRVUlISs68AUCviBrL\nOpdjYF1ztveriJa6FI8n0fkcuaqXbxLQ11ZHXaq67MOomCLL8qs36ed5yE3dz4FEAu0q6HH44P7C\nDiVDX+LgQ0tLi41bNrFqpStRUVEF0qdMJuP332azdMVy5YlbgiAIQt4Sgw/hq3T5kgcNbLJ2Rn9h\n2XMnDIDJjjYq+zK0NaRMaJ61ZSb9an/MAK1bRA3L4prEJWZt4JLCP/x9pq+MRLxLRCeNfSV6Wopr\nYbHp79vITd3PRcPSxfELeJLq+NfPSa8+vWnf4fvCDiPbmjo05fd5czNMbpiXHgc8plfv3gwYNKBA\n+hMEQfgWiZ1mwlfJ69FDmlT/fGc9APzDFA/19hap46xsnrXYS+hrqfwszcHOegfXO5mWyWjPiKG2\nOm8TUn+zHhOvuKavnf5/ZnJT93NRwVQxyPX29qZhw4aFHE3atmz7q7BDyLHBQwcXWF+2drb8Mm1K\ngfUnCILwLfr8f7MLQg5ERr3GqFjxwg4jQwmy9DdpqmVxDKGpnvvJy9xuRjfT1cQr5B2yZDlqnyyf\ninynmLUw10s/OV5u6n4ujIoq/jMqMj0LgiAIQubEsivhqxSfkIim2uf917u8qTYAD1+9TfXeo5CC\nyZwNuV92VcGsKEnJcm6/iFW5fjNIcSyonUn6y99yU/dzkTIAjIuLK+RICl+VipXRkmoUWD1BEATh\ny/N5P50Jwlesg70RAAtPB/Eu4eM+jbjEZBafCSqwOBxc72T6ykjKvpOtN0KUWcmTZHJ23QpFXU1C\nr5qm+VJXELJLJpMx7/e51K1ZGyM9A5o2bMymDZuyfVSsXC6nY/sOaQ6YIiIiGPPjKKpUrIyRngHN\nmziwbs26VH3kdTlBEIQvhVh2JQiFxKGsPn1rmbHDM4Tv1t2lTQVD1KQSTnhHUsqwCAAaWV1/lQu5\nXXZVy1qXDvZG/HM3jKRkObWsdTjpE8WNZzFMaGaNqc7HB7QK865TxlCbo8OrZLuu8Pm7evN6jh6K\nc1ovu/r07M3B/Qdo2syBkaOcOXHsOCN/GE5g4BN++312lttZt3otJ44dT3U9LCyMOjVq8zI4mO5O\nPejZqxdnz5xh7KjR+Ph4s2zF8nwpJwiC8CURMx+CUIgWdCjDiq7lMCyqwbabIZz2jeL7ykYs76LI\nJP0lPHxLJLC6my0Tm9vwOPw9C88EEZ+UzKKOZZn4n1O7YuJkxH6ywTw7dYXPX7FixZTZ0guiXnZc\nv3adg/sP0KFTR06cOsnvc+dw/tJFqlStwoqlywkLzVr2da9HXvzy8+Q035sxdRovg4NZtmI5O/7e\nyXSXGfx79jT9B/yPtavW4O/nny/lBEEQviQiw7nwVZJIJKzrYadc2vQ5inqXRMS7RMx0NdHVUj1u\n1i/sPc1W3aF7dRNWfBiICJ8vK5cr7N69Gycnp3xpP7cZznNLLpezY9t2Nm/cxL2797ApYUObdm35\n9bdZ6BYphl15O+57PaRKxcr4+vgSn6w4MCDl59j4d0wYO449f+8BoLljC5avXI65hYVKuZR6+WHw\ngEHs2Ladf8+epqlDU+X1P9b9wWjnH5k953d+npL2oCJFfHw8TRo0wtjEhKeBgfj7+avEXL6sLSGv\nQoh4E4Wa2sd/036+fthXqMTEnycxd/68PC9XWESGc0EQckBkOBeEwnL7RQwOrndYffFFqvf231Pk\nAGlpa1DQYQlCKhPGjWfIwMG8fPmSIT8MpU27trgdOkzH9h2yVP/HESOJi4tj1uzfqFipIgf+2c/I\n4SPzOWpVvj4+qKmp0bCR6nHIKQMRPz/fTNtwmTGTp4FP2bBpA1Jp6l+fkRGR6BsYqAwUAMzMFXub\nAvwD8qWcIAjCl0Ts+RCEQtKkjD71Suqx9lIwEgk42hkQn5TMvz5R/HnlJXVK6NK+8uc7cyN8G65e\nucoa19XUq1+PoyePK5dHTZ85g+/btMtSG8X19Vm0ZDEAvfv1oYSFNWdPn8m3mNPy/PkLDA0NUVdX\n/bVnbGIMwIsXwRnWP3fmLMuXLGPrjm1YWlmlWaZa9WpcvHCRoGfPsClRQnn9wrnzALwMDs6XcoIg\nCF8SMfMhCIVEQ03CX30rMKGZNSe8o+i99REj9vhy50UsM74ryb6BlZHm/35zQcjQ9q1bAZg1+zeV\nfRlFixZl+swZWWpj6LBhyj8XL14caxtr3r/P+Ajn//Lx9sn0lZHwsDB0dFPvKyleXJEPKDQkJN26\nkZGRDBowiJ69e+HUq2e65Wa4zASgX+++3L93n5iYGI66H+HHkT8CH49jzutygiAIXxIx8yEIhUhX\nS42xDtaMdbAu7FAEIU3eXt4AVKtRPdV7VatXy1IbpUqXUvk5rSVLmalayT7TMhntGTE0MiI2NnVO\nnTdv3gBgYJD2Eke5XM6okT8ikUhY7roiw/4dmjfjoNshJo6fQO3qNQEoUbIkc+bNYcjAwVhYWuZL\nOUEQhC+JGHwIgiAI6UpISEj3vf/uRUiPlpZWruPI7WZ0S0sL7t+7j0wmU4k7IjxC8X46S6mOuLnz\nz959rHBdSWhIKKEhilOx4uPjAcWMjEQiwa68HQBt27ejbft2REZGIpfLMTIyws/XTxlDirwuJwiC\n8KUQgw9B+IY0db1DQPj7XOf2EL4dlSpX4trVa9y7c5dmLZqrvHf/7r0CiyOzZVUA5SuUT/c9+ypV\nuH3rNtevXadBw49//69cvgJApUqV0qwX9EyR8HPs6DFpvl+1kj3FihUjMuY1ly9dJvDJE9p93x5D\nQ0NlmXNnzwHQqHFjgDwvJwiC8CURez4EQfisJcnkrLsUTOt197Cdc43aSzwZssuHR69SL6FJ4XIs\nkKaZZGYXsqZ7D8Xxvr/OdOHt24+f+fv37/nt11kFFkfVSvaZvjIyZNhQAP5Yt155NGxiYiJbNm1C\nQ0ODgYMHpllv5Chn4pMTU71SZjrikxOJjHkNwG3PWwz630AWL1ykrB8VFYXrihWYmpnRo6dTvpQT\nBEH4koiZD0EQPms/uQWw53YYDUrpMaKhJS/fJLD3bhhn/V9zfERV7Ey0VcoHRsax+04opjqahRTx\n16Xld60YMmwIG//cSN2atenYuRNqamq4HTpM2XKKHDSamvn/Wed22VX9BvXp7tSDndt3kJSURP36\n9XFzc+PypctMd5mBmbm5sqypgTHlbMtx+frVbPXR93/9cF25kmWLlxIeFoahkRGHDhzE38+fLdv+\nUi4/y+tygiAIXxIx+BAE4bPlE/qOPbfD6F7dhOWdyyH5cPpXw9LFGf2PH6s9XiiTMK66+IJ7wW/5\n1zeKhKRkTPM3YfY3ZfW6tTRq3Jg/1q3nz3V/UKp0Kbr16M6oMaOxMDZTeXD/XEkkErbu2EbFihVx\nd3Pj2JGjVKlahbV/rGfw0MEqZaOjo4mJicl2H/r6+vx75hRTf5mKu9sRpFIpjRo3wnX1Klq0dMy3\ncoIgCF8SMfgQhBxKlsOOmyH8fTuUxxFxJMvllDIsQv/aZvStZYZEArJkOfvuhrHDM5TAyDjeJsiw\n0NOkTQVDxjpYKzObp+zF8J1Wl5nHArkQ8JpkObS0M2BOu9LcfhHLgtPPePjqHVrqElraGfBrm1Lo\nfKjfeOVtnkTE4T+9Hr+dCOSM32uSkuU0LKWHS5tSGBfTSPc+kmRyVnu84IR3FL5h7zDR0aCjvTGj\nmlgp48vKveaH+8GKZT6d7I1V+mhVXnEykW/oO+U1z6AY3iUmU7eELh6Po/MnoG9QREQE4WHhdOjU\nkb79+6m8l3ISlsWHTOX3vR6qvP/fn9O7nl65vKampsZ0lxlWWcsyAAAgAElEQVRMd8n4iOCszLKk\nF7NNiRJs27k90/p5XU4QBOFLIfZ8CEIOzT/1jF/cHxMbL6NnDRN61TAlJk7GZLfHbLn+CoCZxwKZ\ncDAA37B3NLfVZ1h9C3Q01Vh7KZiJB1NnJ+6/3RsdTTWcG1lRvIg622+G0G3zQ/rv8KKmtS4/tbBB\nV0uNXbdCWXw2SFkvOVnxvwN3evM0Mp6uVY0pZVCE/ffCabf+PjHxsjTvISlZjtNfj1h4JgiJBEY0\nsqSKhQ6rLr7AactD4hKTs3yv+aGqlQ5ruttSx0ZX5fqL14qThiz0Pi472dynArsHVGL3gLQ3Dgs5\nc+PadapWsmfRgoWp3tu1cycAbdu1LeiwBEEQhC+UmPkQhBzadSsE3SJqnBxZFS11xTh+RCNL2q6/\nx6Un0QyqZ87B++EALOxQlo72imzlk5rbUH3xTU77RaVqs0NlIwbVUyxhaVhajxar73IzKIZt/SrQ\nwlbxbX/9krq0WnuPq4FvlPVkHzbQ2ppoM7ttaSQSxWzFpEMB7L4dyuZrrxjTNPVRojs9Q7n29A0t\nbPXZ3KcC6h+yGm64+hKXY4FsuvYK58aWWbrX/GBnoq3c0/EuIZm7wbE8fx3Pao8XFNdWZ1JzkR8l\nv7Vo6UjjJo1ZumgJEomEtu3aER8Xh7u7O67LV9KwUUO6du9W2GEKgiAIXwgx+BCEHNLWUCMyOp5/\nfaJoW9EQNakECz1N7vxUW1nmyrgaABTT/JhXICZeRqJMrpxV+FTnKsbKP9uaFAXAoKg6zct9TIBW\n3lRx/d0n9WXJisHHOAdr5fIkqQR+amHD7tuhnPCOTHPwceBemLKe+ifp1AfVNWfdpWCOe0fi3Ngy\nS/eaFv/wzLNYlzPWzrQMwN3gWLpvfqi8t6Wdy1HJvFiW6go5p6mpyQG3Q6xeuYo9u3ezaoUr2tra\n2JW3Y/7CBYwaOzpHSQMFQRCEb5MYfAhCDs3vUJox+/0ZvscXU11NGpTSo0mZ4rStaIi+tuKfll4R\ndV5Ex3PSO4oHr95yP/gtns9jSJTJ02zToOjHf5IpYwHDohoq+x3UpKk3WMjkYKKjkWpvh4WeJoZF\n1XkWFZdmfymDAzWpJNVAoYRBEbw/7KnIyr2mxSELx91mNedIg1J6PHOpz7OoeGYeC2TcAX+kEuhW\nzSRL9YWc09PTY8r0qUyZPrWwQxEEQRC+cGLwIQg51MLWgGvja3I+IJr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skAkHA/ANe0dz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r9B/QLlHh00kKvhIfy+cT1Dhg7m9KlTvDJuPE3qN+LokaNGlylKjlZ9118l6d6zB27u7vy5aRMA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\nnZaf3E/U5B+rNQ9BW2I8DlxXrgUgYsSSSssrLFQ3rKsuNsWz8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K1c0KEjMmkdAa49cHMI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nU4Bcq5c+f45JNPGD16NKtWrZI6HEEozETPh5AxNzc3Dhw4wLJly0TD4z/kcjkbNmzA29ub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\nKkXNmjVp1qwZ9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nu8B23Nch/WQxul/lthaoBeuZLEP8leqzjOP+OVP/7NsGrm49STwmLR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\noYn/As5mCDx7IZMuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "tree = DecisionTreeClassifier(max_depth=4)\n",
    "tree.fit(X_train, y_train)\n",
    "treeviz(tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Zx404WpcedLEGVPYPcYTp1dbWqnfv3lq/foMmHnWiXnzpSQ0ZMjjv40gnkktkuvtyM/uV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\n4ghrAAAijrAGACDi/h9b2DH71+zOJwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb89f631dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_model_decision(tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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hHLj6vMtRUTREsWnHmH5fx/qaTYqlcLVCNI4TpWQTUlpnwudFQ0fI5xcuS/Vj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\nNU8N9wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb89f631d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "lr_model = LogisticRegression().fit(X_train[y_train != 0], y_train[y_train != 0])\n",
    "plot_model_decision(lr_model, proba=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 2.74093545, -1.93063409]])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr_model.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1.3439849])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr_model.intercept_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Perceptron(alpha=0.0001, class_weight=None, eta0=1.0, fit_intercept=True,\n",
       "      n_iter=50, n_jobs=1, penalty=None, random_state=0, shuffle=True,\n",
       "      verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import Perceptron\n",
    "\n",
    "linear_model = Perceptron(n_iter=50)\n",
    "linear_model.fit(X_train[y_train != 0], y_train[y_train != 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.83870967741935487"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linear_model.score(X_test[y_test != 0], y_test[y_test != 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 91.3, -64.7]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linear_model.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-56.])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linear_model.intercept_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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nv3fU6yWBYpZNOznh84ePyBzLsmUnc9ddf2RgYIDm5j088cSquK5ZUVHB9BnT+P099wLQ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\nOiIiouF+ATwV+QeDA9vbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb89f6d8e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_model_decision(linear_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
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